### Import packages
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import scipy.stats as ss
import warnings
from sklearn.model_selection import train_test_split
from sklearn.model_selection import KFold
from sklearn.model_selection import GridSearchCV, RandomizedSearchCV
from xgboost import XGBClassifier
from lightgbm import LGBMClassifier
from catboost import CatBoostClassifier
from sklearn.metrics import roc_auc_score, roc_curve, classification_report
from joblib import dump, load
from fairlearn.metrics import MetricFrame
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
from fairlearn.metrics import selection_rate, count
from azureml.core import Workspace, Dataset
warnings.simplefilter(action = "ignore")
ws = Workspace.from_config()
/anaconda/envs/ml_env/lib/python3.8/site-packages/xgboost/compat.py:36: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead. from pandas import MultiIndex, Int64Index
### Plot settings
sns.set(style = "darkgrid")
plt.rcParams["figure.figsize"] = (12, 6)
### Create Cramer's V correlation function
def cramers_v(X, Y):
confusion_matrix = pd.crosstab(X, Y).to_numpy()
chi2 = ss.chi2_contingency(confusion_matrix)[0]
n = confusion_matrix.sum()
phi2 = chi2/n
r, k = confusion_matrix.shape
phi2corr = max(0, phi2-((k-1)*(r-1))/(n-1))
rcorr = r-((r-1)**2)/(n-1)
kcorr = k-((k-1)**2)/(n-1)
return np.sqrt(phi2corr/min((kcorr-1),(rcorr-1)))
### Set seed for reproducibility
rng = np.random.RandomState(123)
Dataset is from the UCI Machine Learning Repository: https://archive.ics.uci.edu/ml/datasets/heart+disease
Attribute definition:
col_names = ["age", "sex", "cp", "trestbps", "chol", "fbs", "restecg", "thalach",
"exang", "oldpeak", "slope", "ca", "thal", "heart_disease"]
cat_cols = ["sex", "cp", "fbs", "restecg", "exang", "slope", "ca", "thal", "heart_disease"]
### Load dataset
td_raw = Dataset.get_by_name(ws, "heart_disease_data")
df_raw = td_raw.to_pandas_dataframe()
### Add column names and change data types
df_raw.columns = col_names
for c in cat_cols:
df_raw[c] = df_raw[c].astype("str")
df_raw[c] = df_raw[c].astype("category")
# Inspect
print(df_raw.info())
<class 'pandas.core.frame.DataFrame'> RangeIndex: 302 entries, 0 to 301 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 age 302 non-null float64 1 sex 302 non-null category 2 cp 302 non-null category 3 trestbps 302 non-null float64 4 chol 302 non-null float64 5 fbs 302 non-null category 6 restecg 302 non-null category 7 thalach 302 non-null float64 8 exang 302 non-null category 9 oldpeak 302 non-null float64 10 slope 302 non-null category 11 ca 302 non-null category 12 thal 302 non-null category 13 heart_disease 302 non-null category dtypes: category(9), float64(5) memory usage: 16.0 KB None
# View head
df_raw.head()
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | heart_disease | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63.0 | 1.0 | 1.0 | 145.0 | 233.0 | 1.0 | 2.0 | 150.0 | 0.0 | 2.3 | 3.0 | 0.0 | 6.0 | 0 |
| 1 | 67.0 | 1.0 | 4.0 | 160.0 | 286.0 | 0.0 | 2.0 | 108.0 | 1.0 | 1.5 | 2.0 | 3.0 | 3.0 | 2 |
| 2 | 67.0 | 1.0 | 4.0 | 120.0 | 229.0 | 0.0 | 2.0 | 129.0 | 1.0 | 2.6 | 2.0 | 2.0 | 7.0 | 1 |
| 3 | 37.0 | 1.0 | 3.0 | 130.0 | 250.0 | 0.0 | 0.0 | 187.0 | 0.0 | 3.5 | 3.0 | 0.0 | 3.0 | 0 |
| 4 | 41.0 | 0.0 | 2.0 | 130.0 | 204.0 | 0.0 | 2.0 | 172.0 | 0.0 | 1.4 | 1.0 | 0.0 | 3.0 | 0 |
# View tail
df_raw.tail()
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | heart_disease | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 298 | 45.0 | 1.0 | 1.0 | 110.0 | 264.0 | 0.0 | 0.0 | 132.0 | 0.0 | 1.2 | 2.0 | 0.0 | 7.0 | 1 |
| 299 | 68.0 | 1.0 | 4.0 | 144.0 | 193.0 | 1.0 | 0.0 | 141.0 | 0.0 | 3.4 | 2.0 | 2.0 | 7.0 | 2 |
| 300 | 57.0 | 1.0 | 4.0 | 130.0 | 131.0 | 0.0 | 0.0 | 115.0 | 1.0 | 1.2 | 2.0 | 1.0 | 7.0 | 3 |
| 301 | 57.0 | 0.0 | 2.0 | 130.0 | 236.0 | 0.0 | 2.0 | 174.0 | 0.0 | 0.0 | 2.0 | 1.0 | 3.0 | 1 |
| 302 | 38.0 | 1.0 | 3.0 | 138.0 | 175.0 | 0.0 | 0.0 | 173.0 | 0.0 | 0.0 | 1.0 | ? | 3.0 | 0 |
# View unique column values
for c in df_raw.columns:
print(c + ": " + str(list(df_raw[c].unique())))
age: [63.0, 67.0, 37.0, 41.0, 56.0, 62.0, 57.0, 53.0, 44.0, 52.0, 48.0, 54.0, 49.0, 64.0, 58.0, 60.0, 50.0, 66.0, 43.0, 40.0, 69.0, 59.0, 42.0, 55.0, 61.0, 65.0, 71.0, 51.0, 46.0, 45.0, 39.0, 68.0, 47.0, 34.0, 35.0, 29.0, 70.0, 77.0, 38.0, 74.0, 76.0] sex: ['1.0', '0.0'] cp: ['1.0', '4.0', '3.0', '2.0'] trestbps: [145.0, 160.0, 120.0, 130.0, 140.0, 172.0, 150.0, 110.0, 132.0, 117.0, 135.0, 112.0, 105.0, 124.0, 125.0, 142.0, 128.0, 170.0, 155.0, 104.0, 180.0, 138.0, 108.0, 134.0, 122.0, 115.0, 118.0, 100.0, 200.0, 94.0, 165.0, 102.0, 152.0, 101.0, 126.0, 174.0, 148.0, 178.0, 158.0, 192.0, 129.0, 144.0, 123.0, 136.0, 146.0, 106.0, 156.0, 154.0, 114.0, 164.0] chol: [233.0, 286.0, 229.0, 250.0, 204.0, 236.0, 268.0, 354.0, 254.0, 203.0, 192.0, 294.0, 256.0, 263.0, 199.0, 168.0, 239.0, 275.0, 266.0, 211.0, 283.0, 284.0, 224.0, 206.0, 219.0, 340.0, 226.0, 247.0, 167.0, 230.0, 335.0, 234.0, 177.0, 276.0, 353.0, 243.0, 225.0, 302.0, 212.0, 330.0, 175.0, 417.0, 197.0, 198.0, 290.0, 253.0, 172.0, 273.0, 213.0, 305.0, 216.0, 304.0, 188.0, 282.0, 185.0, 232.0, 326.0, 231.0, 269.0, 267.0, 248.0, 360.0, 258.0, 308.0, 245.0, 270.0, 208.0, 264.0, 321.0, 274.0, 325.0, 235.0, 257.0, 164.0, 141.0, 252.0, 255.0, 201.0, 222.0, 260.0, 182.0, 303.0, 265.0, 309.0, 307.0, 249.0, 186.0, 341.0, 183.0, 407.0, 217.0, 288.0, 220.0, 209.0, 227.0, 261.0, 174.0, 281.0, 221.0, 205.0, 240.0, 289.0, 318.0, 298.0, 564.0, 246.0, 322.0, 299.0, 300.0, 293.0, 277.0, 214.0, 207.0, 223.0, 160.0, 394.0, 184.0, 315.0, 409.0, 244.0, 195.0, 196.0, 126.0, 313.0, 259.0, 200.0, 262.0, 215.0, 228.0, 193.0, 271.0, 210.0, 327.0, 149.0, 295.0, 306.0, 178.0, 237.0, 218.0, 242.0, 319.0, 166.0, 180.0, 311.0, 278.0, 342.0, 169.0, 187.0, 157.0, 176.0, 241.0, 131.0] fbs: ['1.0', '0.0'] restecg: ['2.0', '0.0', '1.0'] thalach: [150.0, 108.0, 129.0, 187.0, 172.0, 178.0, 160.0, 163.0, 147.0, 155.0, 148.0, 153.0, 142.0, 173.0, 162.0, 174.0, 168.0, 139.0, 171.0, 144.0, 132.0, 158.0, 114.0, 151.0, 161.0, 179.0, 120.0, 112.0, 137.0, 157.0, 169.0, 165.0, 123.0, 128.0, 152.0, 140.0, 188.0, 109.0, 125.0, 131.0, 170.0, 113.0, 99.0, 177.0, 141.0, 180.0, 111.0, 143.0, 182.0, 156.0, 115.0, 149.0, 145.0, 146.0, 175.0, 186.0, 185.0, 159.0, 130.0, 190.0, 136.0, 97.0, 127.0, 154.0, 133.0, 126.0, 202.0, 103.0, 166.0, 164.0, 184.0, 124.0, 122.0, 96.0, 138.0, 88.0, 105.0, 194.0, 195.0, 106.0, 167.0, 95.0, 192.0, 117.0, 121.0, 116.0, 71.0, 118.0, 181.0, 134.0, 90.0] exang: ['0.0', '1.0'] oldpeak: [2.3, 1.5, 2.6, 3.5, 1.4, 0.8, 3.6, 0.6, 3.1, 0.4, 1.3, 0.0, 0.5, 1.6, 1.0, 1.2, 0.2, 1.8, 3.2, 2.4, 2.0, 2.5, 2.2, 2.8, 3.0, 3.4, 6.2, 4.0, 5.6, 2.9, 0.1, 2.1, 1.9, 4.2, 0.9, 1.1, 3.8, 0.7, 0.3, 4.4] slope: ['3.0', '2.0', '1.0'] ca: ['0.0', '3.0', '2.0', '1.0', '?'] thal: ['6.0', '3.0', '7.0', '?'] heart_disease: ['0', '2', '1', '3', '4']
### Example ca and thal variables where records are equal to "?"
df_raw[(df_raw["ca"] == "?") | (df_raw["thal"] == "?")]
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | heart_disease | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 87 | 53.0 | 0.0 | 3.0 | 128.0 | 216.0 | 0.0 | 2.0 | 115.0 | 0.0 | 0.0 | 1.0 | 0.0 | ? | 0 |
| 166 | 52.0 | 1.0 | 3.0 | 138.0 | 223.0 | 0.0 | 0.0 | 169.0 | 0.0 | 0.0 | 1.0 | ? | 3.0 | 0 |
| 192 | 43.0 | 1.0 | 4.0 | 132.0 | 247.0 | 1.0 | 2.0 | 143.0 | 1.0 | 0.1 | 2.0 | ? | 7.0 | 1 |
| 266 | 52.0 | 1.0 | 4.0 | 128.0 | 204.0 | 1.0 | 0.0 | 156.0 | 1.0 | 1.0 | 2.0 | 0.0 | ? | 2 |
| 287 | 58.0 | 1.0 | 2.0 | 125.0 | 220.0 | 0.0 | 0.0 | 144.0 | 0.0 | 0.4 | 2.0 | ? | 7.0 | 0 |
| 302 | 38.0 | 1.0 | 3.0 | 138.0 | 175.0 | 0.0 | 0.0 | 173.0 | 0.0 | 0.0 | 1.0 | ? | 3.0 | 0 |
### Make a copy of the DataFrame
df = df_raw.copy()
The target variable, heart_diease, currently has 5 unique values. Values between 1 and 4 indicate heart disease presence while a value of 0 indicates heart disease absence. Let's make this a binary classification problem, where 1 means presence and 0 means absence
### Convert heart_diease into a binary variable (presence = 1, absence = 0)
df["heart_disease"] = np.where(df["heart_disease"] == "0", 0, 1)
print(df["heart_disease"].unique())
[0 1]
In the above section, variables ca and thal contain records with "?." Let's drop these records since they only make up 2% of the entire dataset
### Drop ca and thal records equal to "?"
ind_ = df[(df["ca"] == "?") | (df["thal"] == "?")].index
df.drop(index = ind_, inplace = True)
# Check that the records are dropped
df[(df["ca"] == "?") | (df["thal"] == "?")]
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | heart_disease |
|---|
### Remove categories
df["ca"] = df["ca"].cat.remove_categories(["?"])
df["thal"] = df["thal"].cat.remove_categories(["?"])
print(df["ca"].cat.categories, df["thal"].cat.categories)
Index(['0.0', '1.0', '2.0', '3.0'], dtype='object') Index(['3.0', '6.0', '7.0'], dtype='object')
"""sex_dict = {"0.0": "female", "1.0": "male"}
chest_pain_dict = {"1.0": "typical_angina", "2.0": "atypical_angina", "3.0": "non-anginal_pain", "4.0": "asymptomatic"}
fasting_blood_sugar_dict = {"1.0": True, "0.0": False}
electrocardiographic_dict = {"0.0": "normal", "1.0": "abnormal", "2.0": "left_ventricular_hypertrophy"}
exercise_induced_angina_dict = {"0.0": "no", "1.0": "yes"}
slope_dict = {"1.0": "upsloping", "2.0": "flat", "3.0": "downsloping"}
thalassemia_dict = {"3.0": "normal", "6.0": "fixed_defect", "7.0": "reverseable_defect"}"""
'sex_dict = {"0.0": "female", "1.0": "male"}\nchest_pain_dict = {"1.0": "typical_angina", "2.0": "atypical_angina", "3.0": "non-anginal_pain", "4.0": "asymptomatic"}\nfasting_blood_sugar_dict = {"1.0": True, "0.0": False}\nelectrocardiographic_dict = {"0.0": "normal", "1.0": "abnormal", "2.0": "left_ventricular_hypertrophy"}\nexercise_induced_angina_dict = {"0.0": "no", "1.0": "yes"}\nslope_dict = {"1.0": "upsloping", "2.0": "flat", "3.0": "downsloping"}\nthalassemia_dict = {"3.0": "normal", "6.0": "fixed_defect", "7.0": "reverseable_defect"}'
### Check class balance
df.groupby(["heart_disease"])[["heart_disease"]].agg(count = ("heart_disease", "count")).reset_index()
| heart_disease | count | |
|---|---|---|
| 0 | 0 | 160 |
| 1 | 1 | 137 |
### View summary statistics
df.describe()
| age | trestbps | chol | thalach | oldpeak | heart_disease | |
|---|---|---|---|---|---|---|
| count | 297.000000 | 297.000000 | 297.000000 | 297.000000 | 297.000000 | 297.000000 |
| mean | 54.542088 | 131.693603 | 247.350168 | 149.599327 | 1.055556 | 0.461279 |
| std | 9.049736 | 17.762806 | 51.997583 | 22.941562 | 1.166123 | 0.499340 |
| min | 29.000000 | 94.000000 | 126.000000 | 71.000000 | 0.000000 | 0.000000 |
| 25% | 48.000000 | 120.000000 | 211.000000 | 133.000000 | 0.000000 | 0.000000 |
| 50% | 56.000000 | 130.000000 | 243.000000 | 153.000000 | 0.800000 | 0.000000 |
| 75% | 61.000000 | 140.000000 | 276.000000 | 166.000000 | 1.600000 | 1.000000 |
| max | 77.000000 | 200.000000 | 564.000000 | 202.000000 | 6.200000 | 1.000000 |
### View distribution of continuous variables
for nc in df.select_dtypes([np.int64, np.float64]).columns:
sns.histplot(data = df, x = nc, hue = "heart_disease")
plt.title("Distribution of " + str(nc))
plt.show()
From the above plots, we can see that there is a higher probability of having heart disease with increasing age, blood pressure, and cholesterol. According to the CDC, a normal blood pressure is less than 120/80 mmHg and a healthy serum cholesterol is less than 200 mg/dL. We see more individuals with heart disease that are above these metrics
### View distribution of categorical variables
for cc in df.select_dtypes(["category"]).columns:
sns.countplot(data = df, y = cc, hue = "heart_disease")
plt.title("Distribution of " + str(cc))
plt.show()
While boosting algorithms are not affected by multicollinearity, it is good practice to check if it exists and remove redundant features
### Correlation of continuous variables
df_con = df.select_dtypes([np.int64, np.float64]).corr()
df_con
| age | trestbps | chol | thalach | oldpeak | |
|---|---|---|---|---|---|
| age | 1.000000 | 0.290476 | 0.202644 | -0.394563 | 0.197123 |
| trestbps | 0.290476 | 1.000000 | 0.131536 | -0.049108 | 0.191243 |
| chol | 0.202644 | 0.131536 | 1.000000 | -0.000075 | 0.038596 |
| thalach | -0.394563 | -0.049108 | -0.000075 | 1.000000 | -0.347640 |
| oldpeak | 0.197123 | 0.191243 | 0.038596 | -0.347640 | 1.000000 |
### Correlation of categorical variables
vars = np.array([])
cors = np.array([])
for c in df.select_dtypes(["category"]).columns:
for cc in df.select_dtypes(["category"]).columns:
var = str(c) + "-" + str(cc)
vars = np.append(vars, var)
cor = cramers_v(df[c], df[cc])
cors = np.append(cors, cor)
df_cat = pd.DataFrame(data = np.array([vars, cors]).transpose(), columns = ["Variables", "CramersV"])
df_cat["CramersV"] = df_cat["CramersV"].astype("float")
df_cat[df_cat["CramersV"] >= 0.50]
| Variables | CramersV | |
|---|---|---|
| 0 | sex-sex | 0.992278 |
| 9 | cp-cp | 1.000000 |
| 18 | fbs-fbs | 0.986357 |
| 27 | restecg-restecg | 1.000000 |
| 36 | exang-exang | 0.992319 |
| 45 | slope-slope | 1.000000 |
| 54 | ca-ca | 1.000000 |
| 63 | thal-thal | 1.000000 |
Create two different train and test sets. One set encodes categorical variables while the other one does not - this is to demonstrate CatBoost's easy processing of categorical variable(s)
df.head()
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | heart_disease | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63.0 | 1.0 | 1.0 | 145.0 | 233.0 | 1.0 | 2.0 | 150.0 | 0.0 | 2.3 | 3.0 | 0.0 | 6.0 | 0 |
| 1 | 67.0 | 1.0 | 4.0 | 160.0 | 286.0 | 0.0 | 2.0 | 108.0 | 1.0 | 1.5 | 2.0 | 3.0 | 3.0 | 1 |
| 2 | 67.0 | 1.0 | 4.0 | 120.0 | 229.0 | 0.0 | 2.0 | 129.0 | 1.0 | 2.6 | 2.0 | 2.0 | 7.0 | 1 |
| 3 | 37.0 | 1.0 | 3.0 | 130.0 | 250.0 | 0.0 | 0.0 | 187.0 | 0.0 | 3.5 | 3.0 | 0.0 | 3.0 | 0 |
| 4 | 41.0 | 0.0 | 2.0 | 130.0 | 204.0 | 0.0 | 2.0 | 172.0 | 0.0 | 1.4 | 1.0 | 0.0 | 3.0 | 0 |
df_encoded = pd.get_dummies(df, columns = list(df.select_dtypes(["category"]).columns))
df_encoded.head()
| age | trestbps | chol | thalach | oldpeak | heart_disease | sex_0.0 | sex_1.0 | cp_1.0 | cp_2.0 | ... | slope_1.0 | slope_2.0 | slope_3.0 | ca_0.0 | ca_1.0 | ca_2.0 | ca_3.0 | thal_3.0 | thal_6.0 | thal_7.0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63.0 | 145.0 | 233.0 | 150.0 | 2.3 | 0 | 0 | 1 | 1 | 0 | ... | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 67.0 | 160.0 | 286.0 | 108.0 | 1.5 | 1 | 0 | 1 | 0 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| 2 | 67.0 | 120.0 | 229.0 | 129.0 | 2.6 | 1 | 0 | 1 | 0 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 37.0 | 130.0 | 250.0 | 187.0 | 3.5 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 41.0 | 130.0 | 204.0 | 172.0 | 1.4 | 0 | 1 | 0 | 0 | 1 | ... | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
5 rows × 29 columns
### Identify X and Y
X = df.iloc[:, 0:-1]
X_encoded = df_encoded.loc[:, ~df_encoded.columns.isin(["heart_disease"])]
Y = df.iloc[:, -1]
# Check X
X.head()
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63.0 | 1.0 | 1.0 | 145.0 | 233.0 | 1.0 | 2.0 | 150.0 | 0.0 | 2.3 | 3.0 | 0.0 | 6.0 |
| 1 | 67.0 | 1.0 | 4.0 | 160.0 | 286.0 | 0.0 | 2.0 | 108.0 | 1.0 | 1.5 | 2.0 | 3.0 | 3.0 |
| 2 | 67.0 | 1.0 | 4.0 | 120.0 | 229.0 | 0.0 | 2.0 | 129.0 | 1.0 | 2.6 | 2.0 | 2.0 | 7.0 |
| 3 | 37.0 | 1.0 | 3.0 | 130.0 | 250.0 | 0.0 | 0.0 | 187.0 | 0.0 | 3.5 | 3.0 | 0.0 | 3.0 |
| 4 | 41.0 | 0.0 | 2.0 | 130.0 | 204.0 | 0.0 | 2.0 | 172.0 | 0.0 | 1.4 | 1.0 | 0.0 | 3.0 |
# Check X_encoded
X_encoded.head()
| age | trestbps | chol | thalach | oldpeak | sex_0.0 | sex_1.0 | cp_1.0 | cp_2.0 | cp_3.0 | ... | slope_1.0 | slope_2.0 | slope_3.0 | ca_0.0 | ca_1.0 | ca_2.0 | ca_3.0 | thal_3.0 | thal_6.0 | thal_7.0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63.0 | 145.0 | 233.0 | 150.0 | 2.3 | 0 | 1 | 1 | 0 | 0 | ... | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 67.0 | 160.0 | 286.0 | 108.0 | 1.5 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| 2 | 67.0 | 120.0 | 229.0 | 129.0 | 2.6 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 37.0 | 130.0 | 250.0 | 187.0 | 3.5 | 0 | 1 | 0 | 0 | 1 | ... | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 41.0 | 130.0 | 204.0 | 172.0 | 1.4 | 1 | 0 | 0 | 1 | 0 | ... | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
5 rows × 28 columns
# Check Y
Y.head()
0 0 1 1 2 1 3 0 4 0 Name: heart_disease, dtype: int32
### Create train and test sets
X_train, X_test, Y_train, Y_test = train_test_split(X, Y, train_size = 0.70, stratify = df["heart_disease"], random_state = rng)
# Check Y_train
Y_train.value_counts()
0 112 1 95 Name: heart_disease, dtype: int64
# Check Y_test
Y_test.value_counts()
0 48 1 42 Name: heart_disease, dtype: int64
### Create train and test encoded sets
X_encoded_train, X_encoded_test, Y_encoded_train, Y_encoded_test = train_test_split(X_encoded, Y, train_size = 0.70, stratify = df["heart_disease"], random_state = rng)
# Check Y_encoded_train
Y_encoded_train.value_counts()
0 112 1 95 Name: heart_disease, dtype: int64
# Check Y_encoded_test
Y_encoded_test.value_counts()
0 48 1 42 Name: heart_disease, dtype: int64
The purpose of this project is to compare and evaluate boosting algorithms XGBoost, LightGBM, and CatBoost. Peers on Kaggle use a variety of algorithms and achieve a model accuracy in the low to mid-80s. Let's if see this can be achieved. In addition to accuracy, precision, recall, and F1 score are examined
### Cross validation
cv = KFold(n_splits = 10)
### Set up estimator and grid parameters
xgb = XGBClassifier(objective = "binary:logistic", booster = "gbtree", use_label_encoder = False, random_state = rng)
xgb_params = {"n_estimators": [100, 200, 300], "learning_rate": [0.10, 0.20], "max_depth": [6, 8, 10],
"colsample_bytree": [0.50, 0.75, 1], "reg_alpha": [0, 0.25, 0.50, 0.75, 1], "reg_lambda": [0, 0.25, 0.50, 0.75, 1]}
### Perform grid search
xgb_grid = RandomizedSearchCV(xgb, xgb_params, scoring = "accuracy", n_iter = 20, cv = cv, verbose = 2)
xgb_grid.fit(X_encoded_train, Y_encoded_train, eval_metric = "logloss")
Fitting 10 folds for each of 20 candidates, totalling 200 fits [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.75, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.25, reg_lambda=0.25; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.4s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.25, reg_lambda=0.25; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.5s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.6s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 1.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.8s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.7s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.6s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.25, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.5s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.5s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.6s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.5s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.75; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.25; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.75; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.75; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.75, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.25; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.75, reg_lambda=0.75; total time= 0.1s
RandomizedSearchCV(cv=KFold(n_splits=10, random_state=None, shuffle=False),
estimator=XGBClassifier(base_score=None, booster='gbtree',
colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
enable_categorical=False, gamma=None,
gpu_id=None, importance_type=None,
interaction_constraints=None,
learning_rate=None,
max_delta_step=None, max_depth=None,
m...
scale_pos_weight=None,
subsample=None, tree_method=None,
use_label_encoder=False,
validate_parameters=None,
verbosity=None),
n_iter=20,
param_distributions={'colsample_bytree': [0.5, 0.75, 1],
'learning_rate': [0.1, 0.2],
'max_depth': [6, 8, 10],
'n_estimators': [100, 200, 300],
'reg_alpha': [0, 0.25, 0.5, 0.75, 1],
'reg_lambda': [0, 0.25, 0.5, 0.75, 1]},
scoring='accuracy', verbose=2)
### View best model's parameters
xgb_grid.best_params_
{'reg_lambda': 0.25,
'reg_alpha': 0,
'n_estimators': 200,
'max_depth': 8,
'learning_rate': 0.1,
'colsample_bytree': 0.5}
### Save/load model
dump(xgb_grid, "/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/xgb_model.pkl")
# xgb_grid = load("/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/xgb_model.pkl")
['C:/Users/Judy/Desktop/Heart-Disease/Model/xgb_model.pkl']
### Get feature importance
df_imp = pd.DataFrame(data = np.array([X_encoded_train.columns, xgb_grid.best_estimator_.feature_importances_]).transpose(),
columns = ["Feature", "Feature_Importance"])
df_imp.sort_values(["Feature_Importance"], ascending = False, inplace = True)
### Plot feature importance
sns.barplot(data = df_imp, x = "Feature", y = "Feature_Importance")
plt.xticks(rotation = 90)
plt.title("Feature Importance")
plt.show()
### Score model
xgb_y_pred = xgb_grid.predict(X_encoded_test)
xgb_y_prob = xgb_grid.predict_proba(X_encoded_test)
y_prob = xgb_y_prob[:, 1]
### Plot ROC Curve
auc = round(roc_auc_score(Y_encoded_test, y_prob), 2)
fpr, tpr, _ = roc_curve(Y_encoded_test, y_prob)
plt.plot([0, 1], [0, 1], color = "steelblue", linestyle = "--", label = "No Skill")
plt.plot(fpr, tpr, color = "orange", label = f"XGBoost, AUC: {auc}")
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.legend(loc = "upper right")
plt.title("ROC Curve")
Text(0.5, 1.0, 'ROC Curve')
### Print classification report
print(classification_report(Y_encoded_test, xgb_y_pred))
precision recall f1-score support
0 0.80 0.77 0.79 48
1 0.75 0.79 0.77 42
accuracy 0.78 90
macro avg 0.78 0.78 0.78 90
weighted avg 0.78 0.78 0.78 90
### Set up estimator and grid parameters
lightgbm = LGBMClassifier(objective = "binary", boosting_type = "goss", random_state = rng)
lightgbm_params = {"n_estimators": [100, 200, 300], "learning_rate": [0.10, 0.20], "max_depth": [6, 8, 10],
"colsample_bytree": [0.50, 0.75, 1], "reg_alpha": [0, 0.50, 1], "reg_lambda": [0, 0.50, 1]}
### Perform grid search
lightgbm_grid = GridSearchCV(lightgbm, lightgbm_params, scoring = "accuracy", cv = cv, verbose = 2)
lightgbm_grid.fit(X_encoded_train, Y_encoded_train, eval_metric = "logloss")
Fitting 10 folds for each of 486 candidates, totalling 4860 fits [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.6s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.4s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.8s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.5s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.3s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.7s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.9s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.9s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.5s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.6s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.4s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.3s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=0.75, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=6, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=8, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=100, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=200, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=0.5, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=0.5; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.2, max_depth=10, n_estimators=300, reg_alpha=1, reg_lambda=1; total time= 0.0s
GridSearchCV(cv=KFold(n_splits=10, random_state=None, shuffle=False),
estimator=LGBMClassifier(boosting_type='goss', objective='binary',
random_state=RandomState(MT19937) at 0x19FCA9CC340),
param_grid={'colsample_bytree': [0.5, 0.75, 1],
'learning_rate': [0.1, 0.2], 'max_depth': [6, 8, 10],
'n_estimators': [100, 200, 300],
'reg_alpha': [0, 0.5, 1], 'reg_lambda': [0, 0.5, 1]},
scoring='accuracy', verbose=2)
### View best model's parameters
lightgbm_grid.best_params_
{'colsample_bytree': 0.5,
'learning_rate': 0.1,
'max_depth': 6,
'n_estimators': 200,
'reg_alpha': 0.5,
'reg_lambda': 0}
### Save model
dump(lightgbm_grid, "/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/lightgbm_model.pkl")
# lightgbm_grid = load("/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/lightgbm_model.pkl")
['lightgbm_model.pkl']
### Get feature importance
df_imp = pd.DataFrame(data = np.array([X_encoded_train.columns, lightgbm_grid.best_estimator_.feature_importances_]).transpose(),
columns = ["Feature", "Feature_Importance"])
df_imp.sort_values(["Feature_Importance"], ascending = False, inplace = True)
### Plot feature importance
sns.barplot(data = df_imp, x = "Feature", y = "Feature_Importance")
plt.xticks(rotation = 90)
plt.title("Feature Importance")
plt.show()
### Score model
lightgbm_y_pred = lightgbm_grid.predict(X_encoded_test)
lightgbm_y_prob = lightgbm_grid.predict_proba(X_encoded_test)
y_prob = lightgbm_y_prob[:, 1]
### Plot ROC Curve
auc = round(roc_auc_score(Y_encoded_test, y_prob), 2)
fpr, tpr, _ = roc_curve(Y_encoded_test, y_prob)
plt.plot([0, 1], [0, 1], color = "steelblue", linestyle = "--", label = "No Skill")
plt.plot(fpr, tpr, color = "orange", label = f"LightGBM, AUC: {auc}")
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.legend(loc = "upper right")
plt.title("ROC Curve")
Text(0.5, 1.0, 'ROC Curve')
### Print classification report
print(classification_report(Y_encoded_test, lightgbm_y_pred))
precision recall f1-score support
0 0.86 0.79 0.83 48
1 0.78 0.86 0.82 42
accuracy 0.82 90
macro avg 0.82 0.82 0.82 90
weighted avg 0.83 0.82 0.82 90
### Set up estimator and grid parameters
cb = CatBoostClassifier(loss_function = "Logloss", random_state = 123)
cb_params = {"n_estimators": [100, 200, 300], "learning_rate": [0.10, 0.20], "max_depth": [6, 8, 10],
"colsample_bylevel": [0.50, 0.75, 1], "l2_leaf_reg": [0, 0.50, 1]}
### Perform grid search
cb_grid = RandomizedSearchCV(cb, cb_params, scoring = "accuracy", n_iter = 20, cv = cv, verbose = 2)
cb_grid.fit(X_train, Y_train, cat_features = [1, 2, 5, 6, 8, 10, 11, 12])
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[CV] END colsample_bylevel=0.75, l2_leaf_reg=0.5, learning_rate=0.1, max_depth=6, n_estimators=300; total time= 19.9s 0: learn: 0.6187403 total: 52.4ms remaining: 15.7s 1: learn: 0.5509710 total: 119ms remaining: 17.8s 2: learn: 0.5063618 total: 170ms remaining: 16.8s 3: learn: 0.4605989 total: 239ms remaining: 17.7s 4: learn: 0.4174704 total: 331ms remaining: 19.5s 5: learn: 0.3925043 total: 432ms remaining: 21.1s 6: learn: 0.3603251 total: 514ms remaining: 21.5s 7: learn: 0.3293405 total: 596ms remaining: 21.7s 8: learn: 0.3115111 total: 684ms remaining: 22.1s 9: learn: 0.2847660 total: 743ms remaining: 21.5s 10: learn: 0.2630496 total: 803ms remaining: 21.1s 11: learn: 0.2489097 total: 868ms remaining: 20.8s 12: learn: 0.2222605 total: 925ms remaining: 20.4s 13: learn: 0.2120484 total: 980ms remaining: 20s 14: learn: 0.2118568 total: 1.01s remaining: 19.1s 15: learn: 0.1905639 total: 1.06s remaining: 18.9s 16: learn: 0.1857492 total: 1.11s remaining: 18.5s 17: learn: 0.1811948 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RandomizedSearchCV(cv=KFold(n_splits=10, random_state=None, shuffle=False),
estimator=<catboost.core.CatBoostClassifier object at 0x0000019FCF4EF1C0>,
n_iter=20,
param_distributions={'colsample_bylevel': [0.5, 0.75, 1],
'l2_leaf_reg': [0, 0.5, 1],
'learning_rate': [0.1, 0.2],
'max_depth': [6, 8, 10],
'n_estimators': [100, 200, 300]},
scoring='accuracy', verbose=2)
### View best model's parameters
cb_grid.best_params_
{'n_estimators': 200,
'max_depth': 8,
'learning_rate': 0.1,
'l2_leaf_reg': 0,
'colsample_bylevel': 1}
### Save/load model
dump(cb_grid, "/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/cb_model.pkl")
# cb_grid = load("/mnt/batch/tasks/shared/LS_root/mounts/clusters/ml-ci/code/Users/judyxdu/Heart-Disease/Model/cb_model.pkl")
### Get feature importance
df_imp = pd.DataFrame(data = np.array([X_train.columns, cb_grid.best_estimator_.get_feature_importance()]).transpose(),
columns = ["Feature", "Feature_Importance"])
df_imp.sort_values(["Feature_Importance"], ascending = False, inplace = True)
### Plot feature importance
sns.barplot(data = df_imp, x = "Feature", y = "Feature_Importance")
plt.xticks(rotation = 90)
plt.title("Feature Importance")
plt.show()
### Score model
cb_y_pred = cb_grid.predict(X_test)
cb_y_prob = cb_grid.predict_proba(X_test)
y_prob = cb_y_prob[:, 1]
### Plot ROC Curve
auc = round(roc_auc_score(Y_test, y_prob), 2)
fpr, tpr, _ = roc_curve(Y_test, y_prob)
plt.plot([0, 1], [0, 1], color = "steelblue", linestyle = "--", label = "No Skill")
plt.plot(fpr, tpr, color = "orange", label = f"CatBoost, AUC: {auc}")
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.legend(loc = "upper right")
plt.title("ROC Curve")
Text(0.5, 1.0, 'ROC Curve')
### Print classification report
print(classification_report(Y_test, cb_y_pred))
precision recall f1-score support
0 0.91 0.81 0.86 48
1 0.81 0.90 0.85 42
accuracy 0.86 90
macro avg 0.86 0.86 0.86 90
weighted avg 0.86 0.86 0.86 90
Catboost outfperformed XGBoost and LightGBM from an AUC, accuracy, recall, precision and f1-score perspective
Let's check CatBoost's fairness, to ensure the model did not inherit any bias
### Metrics
metrics = {"accuracy": accuracy_score, "precision": precision_score, "recall": recall_score, "f1_score": f1_score, "selection rate": selection_rate, "count": count}
### Plot metrics by sex
metric_frame = MetricFrame(metrics = metrics, y_true = Y_test, y_pred = cb_y_pred, sensitive_features = X_test["sex"])
metric_frame.by_group.plot.bar(subplots = True, layout = [3, 3], legend = False, figsize = [18, 10], title = "Metrics by Sex")
plt.show()
The selection rate for males is higher than females. This should be okay for a few reasons. First, there are more male patients than females in the dataset. Second, according to John Hopkins and other similar articles, men are more susceptible to heart disease than women